Read.me

README.md

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----
-license: apache-2.0
----
+---
+license: apache-2.0
+language: en
+pretty_name: Manipulative Language Detection Dataset
+task_categories:
+  - text-classification
+  - text-scoring
+tags:
+  - manipulative-language
+  - nlp
+  - binary-classification
+  - dialogue
+  - transformer
+size_categories:
+  - 1K<n<10K
+---
+
+# Manipulative Language Detection Dataset
+
+This dataset contains annotated text examples for detecting manipulative language at both sentence and dialogue levels.
+
+## Dataset Description
+
+The Manipulative Language Detection Dataset is designed to help train and evaluate transformer-based models in identifying manipulative language patterns. The dataset consists of two complementary components:
+
+1. **Sentence-level data**: Individual sentences labeled as manipulative (1) or non-manipulative (0)
+2. **Dialogue-level data**: Conversational exchanges with annotations for manipulation techniques, victim vulnerabilities, and context
+
+The dataset is sourced from various dialogues, including movie scripts and other conversational contexts. Each entry is thoroughly annotated for manipulation attributes.
+
+## Data Format
+
+### Sentence-Level Data
+Each entry contains:
+- Inner ID 
+- Unique ID
+- Sentence text
+- Binary manipulation label (1=manipulative, 0=non-manipulative)
+- Original context (dialogue source)
+- Movie name
+- Annotator agreement metrics
+- Manipulation technique categorization (persuasion, intimidation, seduction, etc.)
+- Victim/vulnerability annotations
+- Confidence scores
+
+### Dialogue-Level Data
+Each entry contains:
+- Inner ID
+- Unique ID
+- Dialogue exchange with speaker identification
+- Manipulation classification (binary)
+- Movie Name
+- Annotator agreement metrics
+- Manipulation technique categorization (persuasion, intimidation, seduction, etc.)
+- Victim/vulnerability annotations
+- Confidence scores
+
+## Manipulation Techniques
+
+The dataset identifies several manipulation techniques, including:
+- Persuasion or Seduction
+- Accusation
+- Denial
+- Evasion
+- Feigning Innocence
+- Rationalization
+- Playing the Victim Role
+- Playing the Servant Role
+- Shaming or Belittlement
+- Intimidation
+- Brandishing Anger
+
+## Targeted Vulnerability
+
+The dataset identifies several vulnerability targets, including:
+- Over-responsibility
+- Over-intellectualization
+- Naivete
+- Low self-esteem
+- Dependency 
+
+## Usage
+
+This dataset is designed for training transformer-based models to detect manipulative language. Researchers can use it to:
+
+1. Train binary classifiers at the sentence level and/or dialogue level
+2. Develop more sophisticated models that identify specific manipulation techniques
+3. Study the contextual nature of manipulation in dialogues
+4. Evaluate models' performance across different manipulation strategies
+
+### Loading the Dataset
+
+```python
+from datasets import load_dataset
+
+# Load the dataset
+dataset = load_dataset("pauladroghoff/manipulative-language-detection")
+
+# Access sentence-level data
+sentence_data = dataset["sentence_level"]
+
+# Access dialogue-level data
+dialogue_data = dataset["dialogue_level"]